Performance Criteria for Intelligence

In a recent conversation the idea of performance criteria as a measure of success in artificial intelligence came up. The context, if I recall, was whether intelligence is best understood as the end result of optimization, where the intermediate and final solutions may resist direct scrutiny, or as a sequence of representations (designed, learned, or [...]